require(ggplot2)
#setwd(/Users/zimaoxiao/Dropbox/CC_Yield_Predict/replication_package/)
setwd("/Users/zimaoxiao/Desktop/replication_CCYieldPredict/")
require(ggplot2)
library(haven)
library(grid)
library(gridExtra)
library(qpdf)
setwd("/Users/zimaoxiao/Dropbox/CC_Yield_Predict/replication_package/")
estimates = read_dta("data/figure/bin_estimates.dta")
estimates$spec = factor(estimates$label, c("State linear trends","State quadratic trends","State-by-year FE"))
layer_1 = subset(estimates, layer == 1)
layer_2 = subset(estimates, layer == 2)
base_font_size <- 12
A1 <- ggplot(layer_1, aes(x = xcoord, y = estimate)) +
geom_point(size = 1.5) +
geom_line(size = 0.5, alpha = 0.5) +
geom_hline(yintercept = 0, linetype = 2, size = 0.5, color = "blue") +
geom_ribbon(aes(ymin = estimate - 1.64 * stderr, ymax = estimate + 1.64 * stderr), alpha = 0.3) +
geom_ribbon(aes(ymin = min95, ymax = max95), alpha = 0.3) +
facet_wrap(~ label, ncol = 3) +
xlab("Temperature Bins") + ylab("ln(Yields)") +
scale_x_continuous(limits = c(0, 39), breaks = seq(0, 39, by = 3)) +
ylim(-0.12, 0.05) +
theme_bw() +
theme(strip.background = element_rect(fill = "white"),
text = element_text(size = base_font_size),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
plot.title = element_text(size = base_font_size + 4, hjust = 0.5),
axis.title.x = element_text(size = base_font_size + 2),
axis.title.y = element_text(size = base_font_size + 2),
axis.text = element_text(size = base_font_size),
strip.text = element_text(size = base_font_size + 2),
plot.margin = margin(t = 20, r = 20, b = 20, l = 20))
A2 <- ggplot(layer_2, aes(x = xcoord, y = estimate)) +
geom_point(size = 1.5) +
geom_line(size = 0.5, alpha = 0.5) +
geom_hline(yintercept = 0, linetype = 2, size = 0.5, color = "blue") +
geom_ribbon(aes(ymin = estimate - 1.64 * stderr, ymax = estimate + 1.64 * stderr), alpha = 0.3) +
geom_ribbon(aes(ymin = min95, ymax = max95), alpha = 0.3) +
facet_wrap(~ label, ncol = 3) +
xlab("Temperature Bins") + ylab("ln(Yields)") +
scale_x_continuous(limits = c(0, 39), breaks = seq(0, 39, by = 3)) +
ylim(-0.12, 0.05) +
theme_bw() +
theme(strip.background = element_rect(fill = "white"),
text = element_text(size = base_font_size),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
plot.title = element_text(size = base_font_size + 4, hjust = 0.5),
axis.title.x = element_text(size = base_font_size + 2),
axis.title.y = element_text(size = base_font_size + 2),
axis.text = element_text(size = base_font_size),
strip.text = element_text(size = base_font_size + 2),
plot.margin = margin(t = 20, r = 20, b = 20, l = 20))
A1 <- A1 + labs(title = "(A) Temperature-Yield Relationship: 3°C Bin, 1950-2000")
A2 <- A2 + labs(title = "(B) Temperature-Yield Relationship: 3°C Bin, 1950-2020")
grid_arranged <- grid.arrange(A1, A2, ncol = 1, nrow = 2)
png_width <- 12
png_height <- 9
png_dpi <- 300
ggsave("output/FigureS5.png",
plot = grid_arranged, width = png_width, height = png_height, dpi = png_dpi)
